{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "480d7cb4-31e8-4966-8f98-c326a4005a53",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "846982fc-9fd6-48db-b14e-36c8214d0919",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.8.4\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "835fc059-9ebf-4c8a-aa57-312551c8c788",
   "metadata": {},
   "source": [
    "# 学习更多图表和定制化"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "805a4722-49f9-43ee-881a-dc9420f3b0d5",
   "metadata": {},
   "source": [
    "## 设置坐标轴标签的透明度和大小\n",
    "Axes标签对于读者理解图表非常重要，它描述了图表中展现的数据内容。\n",
    "通过向Axes添加标签，我们能够帮助读者更准确地理解图表所表达的信息。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc9d8dbe-e43a-4814-957e-1872e08a62ae",
   "metadata": {},
   "source": [
    "在深入分析代码之前，十分有必要先了解一下matplotlib是如何组织图表的。 \n",
    "\n",
    "最上层是一个Figure实例，包含了所有可见的和其他一些不可见的内容。该Figure实例包含了一个Axes实例字段 Figure.axes。\n",
    "Axes实例几乎包含了我们所关心的所有东西，如所有的线、点、刻度和标签。因此，当调用plot()方法时，程序就会向Axes.lines列表添加一个线条的实例（matplotlib.lines.Line2D）。\n",
    "如果绘制了一个直方图（通过调用hist()），程序就会向Axes.patches列表添加许多矩形 （“patches”是从MATLABTM继承来的一个术语，表示“颜色补片”的概念）。 \n",
    "\n",
    "Axes实例也包含了XAxis和YAxis实例的引用，分别指向相应的x轴和y轴。XAxis和YAxis管理坐标轴、标签、刻度、刻度标签、定位器和格式器的绘制，我们可以通过Axes.xaxis和Axes.yaxis分别引用它们。\n",
    "其实不必按照前面所说的方式通过XAxis或YAxis实例得到标签对象，因为matplotlib提供了helper方法（实际上是一个捷径）来迭代这些标签，它们是matplotlib.pyplot.xlabel()和 matplotlib.pyplot.ylabel()。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e71a4ba-861c-4de9-bac5-473eb0b1f263",
   "metadata": {},
   "source": [
    "我们现在将要创建一个新的图形，然后在其上进行如下操作。\n",
    "\n",
    "1. 创建一个包含一些随机生成的数据的图表。\n",
    "2. 添加title和Axes标签。\n",
    "3. 添加alpha设置。\n",
    "4. 向title和Axes标签添加阴影效果。\n",
    "\n",
    "操作步骤的代码如下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bae08b3f-2b76-4e7b-bdfd-24c7c23bdd9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import patheffects\n",
    "import numpy as np\n",
    "data = np.random.randn(70)\n",
    "\n",
    "fontsize = 18\n",
    "plt.plot(data)\n",
    "\n",
    "title = \"This is figure title\"\n",
    "x_label = \"This is x axis label\"\n",
    "y_label = \"This is y axis label\"\n",
    "\n",
    "title_text_obj = plt.title(title, fontsize=fontsize, verticalalignment='bottom')\n",
    "title_text_obj.set_path_effects([patheffects.withSimplePatchShadow()])\n",
    "\n",
    "# offset_xy -- set the 'angle' of the shadow\n",
    "# shadow_rgbFace -- set the color of the shadow\n",
    "# patch_alpha -- setup the transparency of the shadow\n",
    "\n",
    "offset_xy = (1, -1)\n",
    "rgbRed = (1.0,0.0,0.0)\n",
    "alpha = 0.8\n",
    "\n",
    "# customize shadow properties\n",
    "pe = patheffects.withSimplePatchShadow(offset = offset_xy,\n",
    "    shadow_rgbFace = rgbRed,\n",
    "    alpha = alpha)\n",
    "# apply them to the xaxis and yaxis labels\n",
    "xlabel_obj = plt.xlabel(x_label, fontsize=fontsize, alpha=0.5)\n",
    "xlabel_obj.set_path_effects([pe])\n",
    "\n",
    "ylabel_obj = plt.ylabel(y_label, fontsize=fontsize, alpha=0.5)\n",
    "ylabel_obj.set_path_effects([pe])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "448d334b-67da-497a-9202-8c6298d7a66a",
   "metadata": {},
   "source": [
    "## 为图表线条添加阴影"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "932bd98b-4115-4d35-9d9b-6ee79a01dbdc",
   "metadata": {},
   "source": [
    "为了区分图表中的某一线条，或者仅仅为了保持包含图表在内的所有表格的总体风格一致，有时需要为图表线条（或者直方图）添加阴影效果。\n",
    "\n",
    "为了向图表中的线条或者矩形条添加阴影，我们需要使用matplotlib内置的transformation框架，它位于\n",
    "matplotlib.transforms模块中。\n",
    "\n",
    "为了理解所有这些是如何工作的，我们需要解释下matplotlib中的transformation框架以及它们的工作原理。\n",
    "\n",
    "transformation知道如何将给定的坐标从其坐标系转换到显示坐标系中，它们也知道如何将坐标从显示坐标系转换成它们自己的坐标系。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60612751-87f4-4027-8572-9b253f3dfab0",
   "metadata": {},
   "source": [
    "下面是向图表添加阴影效果的代码。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3fafda28-21fe-4869-b4f7-5d2c25d79902",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.transforms as transforms\n",
    "\n",
    "def setup(layout=None):\n",
    "    assert layout is not None\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(layout)\n",
    "    return fig, ax\n",
    "    \n",
    "def get_signal():\n",
    "    t = np.arange(0., 2.5, 0.01)\n",
    "    s = np.sin(5 * np.pi * t)\n",
    "    return t, s\n",
    "\n",
    "def plot_signal(t, s):\n",
    "    line, = axes.plot(t, s, linewidth=5, color='magenta')\n",
    "    return line\n",
    "    \n",
    "def make_shadow(fig, axes, line, t, s):\n",
    "    delta = 2 / 72. # how many points to move the shadow\n",
    "    offset = transforms.ScaledTranslation(delta, -delta, fig.dpi_scale_trans)\n",
    "    offset_transform = axes.transData + offset\n",
    "\n",
    "    # We plot the same data, but now using offset transform\n",
    "    # zorder -- to render it below the line\n",
    "    axes.plot(t, s, linewidth=5, color='gray',\n",
    "                transform=offset_transform,\n",
    "                zorder=0.5 * line.get_zorder())\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    fig, axes = setup(111)\n",
    "    t, s = get_signal()\n",
    "    line = plot_signal(t, s)\n",
    "    make_shadow(fig, axes, line, t, s)\n",
    "    axes.set_title('Shadow effect using an offset transform')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b00b3114-0db4-46f9-88ed-7eb1c8b8094d",
   "metadata": {},
   "source": [
    "## 向图表添加数据表"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec3296c8-eeeb-40fd-9829-af53650945c2",
   "metadata": {},
   "source": [
    "首先，重要的是要理解为什么要向图表添加表格。为数据绘制可视化图形的主要目的是解释那些不能理解（或者很难理解）的数据值。\n",
    "现在，我们想把数据添加回来。仅仅在图表下面生硬地添加一张大表格显然是不明智的做法。\n",
    "\n",
    "然而，通过精心挑选的、或者来自数据整体集合的总结性的或者突出强调的值，我们可以识别出图表的重要部分，\n",
    "并在一些地方强调一些非常重要的值。在这些地方，这些精确的值（例如以USD为单位的年销售额）是非常重要的（或者是必需的）。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b89278f-ff2e-4ca7-a833-504b130f59eb",
   "metadata": {},
   "source": [
    "这段代码向图表添加了一个示例表格。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d6415e68-878f-414f-a5e5-88f20dbf6f83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pylab as plt\n",
    "import numpy as np\n",
    "\n",
    "plt.figure()\n",
    "ax = plt.gca()\n",
    "y = np.random.randn(9)\n",
    "\n",
    "col_labels = ['col1','col2','col3']\n",
    "row_labels = ['row1','row2','row3']\n",
    "table_vals = [[11, 12, 13], [21, 22, 23], [28, 29, 30]]\n",
    "row_colors = ['red', 'gold', 'green']\n",
    "my_table = plt.table(cellText=table_vals,\n",
    "    colWidths=[0.1] * 3,\n",
    "    rowLabels=row_labels,\n",
    "    colLabels=col_labels,\n",
    "    rowColours=row_colors,\n",
    "    loc='upper right')\n",
    "\n",
    "plt.plot(y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17206278-2e7d-469d-9eaf-203d56592971",
   "metadata": {},
   "source": [
    "## 使用子区（subplots）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84130498-c317-4b25-9344-bdefb0cd8da3",
   "metadata": {},
   "source": [
    "我们将演示matplotlib工具包中的另一个helper函数——subplot2grid的例子。我们定义了网格的几何形状和子区的位置。\n",
    "注意位置是基于0的，而不是像在plot.subplot()中那样基于1。也可以使用colspan和rowspan来让子区跨越给定网格中的多个行和列。\n",
    "例如，创建一个图表，通过subplot2grid添加不同的子区布局，并重新配置刻度标签大小。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b04994f-4c44-46d1-b12f-cf9591a8c6b5",
   "metadata": {},
   "source": [
    "显示图形的代码如下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "17f85466-5815-437e-bb4c-7db3b22d161b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AsAyCCwAAsAyCCwAAsAyCCwAAsAyCCwAAsAyCCwAAsAyXg8v27dt13333qUOHDrLZbPrggw+uuM22bdsUExOj4OBgdevWTcuWLXOnVgAA0My5HFxOnTqlvn376ne/+12j+h85ckSjR4/WkCFDlJubq1mzZmnq1KnKzMx0uVgAANC82Ywxxu2NbTatW7dOY8aMuWSf559/XuvXr1dBQYGjLTExUXv37lVOTo67Tw0AAJohr3/GJScnRwkJCU5tI0eO1K5du3T27FlvPz0AALiO+Hv7CUpKShQeHu7UFh4ernPnzqmsrEx2u73eNtXV1aqurnbcP3/+vL799lu1adNGNpvN2yUDAAAPMMaoqqpKHTp0UIsWnjlX4vXgIqle2Kh7d+pSISQtLU2pqalerwsAAHhfUVGROnXq5JHH8npwiYiIUElJiVNbaWmp/P391aZNmwa3mTlzppKSkhz3Kyoq1LlzZxUVFSk0NNSr9QIAAM+orKxUZGSkbrjhBo89pteDS1xcnD788EOntk2bNik2NlYBAQENbhMUFKSgoKB67aGhoQQXAAAsxpMf83D5DaeTJ08qLy9PeXl5ki5c7pyXl6fCwkJJF86WTJgwwdE/MTFRx44dU1JSkgoKCrRixQplZGQoOTnZMyMAAADNhstnXHbt2qU777zTcb/uLZ2JEyfqzTffVHFxsSPESFLXrl21ceNGzZgxQ+np6erQoYMWL16shx56yAPlAwCA5uSq/o6Lr1RWViosLEwVFRW8VQQAgEV44/Wb7yoCAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACWQXABAACW4VZwWbJkibp27arg4GDFxMQoOzv7kn23bt0qm81W7/bFF1+4XTQAAGieXA4uq1ev1vTp0zV79mzl5uZqyJAhGjVqlAoLCy+73f79+1VcXOy4de/e3e2iAQBA8+RycFm4cKEmT56sKVOmqFevXlq0aJEiIyO1dOnSy27Xvn17RUREOG5+fn5uFw0AAJonl4JLTU2Ndu/erYSEBKf2hIQE7dy587Lb9uvXT3a7XSNGjNCWLVsu27e6ulqVlZVONwAAAJeCS1lZmWpraxUeHu7UHh4erpKSkga3sdvtWr58uTIzM7V27VpFR0drxIgR2r59+yWfJy0tTWFhYY5bZGSkK2UCAIDrlL87G9lsNqf7xph6bXWio6MVHR3tuB8XF6eioiK98sorGjp0aIPbzJw5U0lJSY77lZWVhBcAAODaGZe2bdvKz8+v3tmV0tLSemdhLmfQoEE6ePDgJX8eFBSk0NBQpxsAAIBLwSUwMFAxMTHKyspyas/KylJ8fHyjHyc3N1d2u92VpwYAAHD9raKkpCSNHz9esbGxiouL0/Lly1VYWKjExERJF97m+fLLL/XWW29JkhYtWqQuXbqoT58+qqmp0TvvvKPMzExlZmZ6diQAAOC653JwGTdunMrLy/Xiiy+quLhYN998szZu3KioqChJUnFxsdPfdKmpqVFycrK+/PJLhYSEqE+fPtqwYYNGjx7tuVEAAIBmwWaMMU1dxJVUVlYqLCxMFRUVfN4FAACL8MbrN99VBAAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALIPgAgAALMOt4LJkyRJ17dpVwcHBiomJUXZ29mX7b9u2TTExMQoODla3bt20bNkyt4oFAADNm8vBZfXq1Zo+fbpmz56t3NxcDRkyRKNGjVJhYWGD/Y8cOaLRo0dryJAhys3N1axZszR16lRlZmZedfEAAKB5sRljjCsbDBw4UP3799fSpUsdbb169dKYMWOUlpZWr//zzz+v9evXq6CgwNGWmJiovXv3Kicnp1HPWVlZqbCwMFVUVCg0NNSVcgEAQBPxxuu3vyuda2pqtHv3bqWkpDi1JyQkaOfOnQ1uk5OTo4SEBKe2kSNHKiMjQ2fPnlVAQEC9baqrq1VdXe24X1FRIenCDgAAANZQ97rt4jmSy3IpuJSVlam2tlbh4eFO7eHh4SopKWlwm5KSkgb7nzt3TmVlZbLb7fW2SUtLU2pqar32yMhIV8oFAADXgPLycoWFhXnksVwKLnVsNpvTfWNMvbYr9W+ovc7MmTOVlJTkuH/ixAlFRUWpsLDQYwOHeyorKxUZGamioiLetmtiHItrB8fi2sLxuHZUVFSoc+fOat26tcce06Xg0rZtW/n5+dU7u1JaWlrvrEqdiIiIBvv7+/urTZs2DW4TFBSkoKCgeu1hYWFMwmtEaGgox+IawbG4dnAsri0cj2tHixae++srLj1SYGCgYmJilJWV5dSelZWl+Pj4BreJi4ur13/Tpk2KjY1t8PMtAAAAl+JyBEpKStIbb7yhFStWqKCgQDNmzFBhYaESExMlXXibZ8KECY7+iYmJOnbsmJKSklRQUKAVK1YoIyNDycnJnhsFAABoFlz+jMu4ceNUXl6uF198UcXFxbr55pu1ceNGRUVFSZKKi4ud/qZL165dtXHjRs2YMUPp6enq0KGDFi9erIceeqjRzxkUFKQ5c+Y0+PYRfItjce3gWFw7OBbXFo7HtcMbx8Llv+MCAADQVPiuIgAAYBkEFwAAYBkEFwAAYBkEFwAAYBnXTHBZsmSJunbtquDgYMXExCg7O/uy/bdt26aYmBgFBwerW7duWrZsmY8qvf65cizWrl2ru+++W+3atVNoaKji4uL0l7/8xYfVXt9c/b2o88knn8jf31+33XabdwtsRlw9FtXV1Zo9e7aioqIUFBSkm266SStWrPBRtdc3V4/FqlWr1LdvX7Vs2VJ2u12PPfaYysvLfVTt9Wv79u2677771KFDB9lsNn3wwQdX3MYjr93mGvD++++bgIAA8/rrr5v8/Hwzbdo006pVK3Ps2LEG+x8+fNi0bNnSTJs2zeTn55vXX3/dBAQEmDVr1vi48uuPq8di2rRpZt68eebvf/+7OXDggJk5c6YJCAgwe/bs8XHl1x9Xj0WdEydOmG7dupmEhATTt29f3xR7nXPnWNx///1m4MCBJisryxw5csR8+umn5pNPPvFh1dcnV49Fdna2adGihXn11VfN4cOHTXZ2tunTp48ZM2aMjyu//mzcuNHMnj3bZGZmGklm3bp1l+3vqdfuayK4DBgwwCQmJjq19ezZ06SkpDTY/7nnnjM9e/Z0anvyySfNoEGDvFZjc+HqsWhI7969TWpqqqdLa3bcPRbjxo0zL7zwgpkzZw7BxUNcPRYfffSRCQsLM+Xl5b4or1lx9Vi8/PLLplu3bk5tixcvNp06dfJajc1RY4KLp167m/ytopqaGu3evVsJCQlO7QkJCdq5c2eD2+Tk5NTrP3LkSO3atUtnz571Wq3XO3eOxcXOnz+vqqoqj36hVnPk7rFYuXKlDh06pDlz5ni7xGbDnWOxfv16xcbGav78+erYsaN69Oih5ORkfffdd74o+brlzrGIj4/X8ePHtXHjRhlj9PXXX2vNmjW69957fVEyvsdTr91ufTu0J5WVlam2trbelzSGh4fX+3LGOiUlJQ32P3funMrKymS3271W7/XMnWNxsQULFujUqVN6+OGHvVFis+HOsTh48KBSUlKUnZ0tf/8m/9W+brhzLA4fPqwdO3YoODhY69atU1lZmZ566il9++23fM7lKrhzLOLj47Vq1SqNGzdOZ86c0blz53T//ffrtdde80XJ+B5PvXY3+RmXOjabzem+MaZe25X6N9QO17l6LOq89957mjt3rlavXq327dt7q7xmpbHHora2Vo888ohSU1PVo0cPX5XXrLjye3H+/HnZbDatWrVKAwYM0OjRo7Vw4UK9+eabnHXxAFeORX5+vqZOnapf/vKX2r17tz7++GMdOXLE8f168C1PvHY3+X/L2rZtKz8/v3ppubS0tF4yqxMREdFgf39/f7Vp08ZrtV7v3DkWdVavXq3Jkyfrj3/8o+666y5vltksuHosqqqqtGvXLuXm5uqZZ56RdOHF0xgjf39/bdq0ScOHD/dJ7dcbd34v7Ha7OnbsqLCwMEdbr169ZIzR8ePH1b17d6/WfL1y51ikpaVp8ODBevbZZyVJt956q1q1aqUhQ4bopZde4gy9D3nqtdvlMy6evvwpMDBQMTExysrKctomKytL8fHxDT5eXFxcvf6bNm1SbGysAgICXB0S/n/uHAvpwpmWSZMm6d133+V9Yw9x9ViEhobqn//8p/Ly8hy3xMRERUdHKy8vTwMHDvRV6dcdd34vBg8erK+++konT550tB04cEAtWrRQp06dXK6hyS47vca4cyxOnz6tFi2cX+r8/Pwk/ft/+/ANj712u/RRXuOdy5/qLm/LyMgw+fn5Zvr06aZVq1bm6NGjxhhjUlJSzPjx4+s95owZM0x+fr7JyMjgcmgPcfVYvPvuu8bf39+kp6eb4uJix+3EiRNNNYTrhqvH4mJcVeQ5rh6Lqqoq06lTJzN27Fizb98+s23bNtO9e3czZcoUt56/qS47vRa5eixWrlxp/P39zZIlS8yhQ4fMjh07TGxsrBkwYEBTDeG6UVVVZXJzc01ubq6RZBYuXGhyc3Mdl6Z767X7qi6HbswvUGMvf0pPTzdRUVEmMDDQ9O/f32zbts3xs4kTJ5phw4Y59d+6davp16+fCQwMNF26dDFLly69mqHge1w5FsOGDTOS6t0mTpzo+8KvQ67+XnwfwcWzXD0WBQUF5q677jIhISGmU6dOJikpyZw+ffqq6/DkumtVrh6LxYsXm969e5uQkBBjt9vNo48+ao4fP+7jqq8/W7Zsuez6763Xbpsx7p8rs9lsWrduncaMGXPJPkOHDlW/fv306quvOtrWrVunhx9+WKdPn27w9FB1dbWqq6sd98+fP69vv/1Wbdq04cO3AJodY4yqqqrUoUMH+fn5se7CMr4/dy9+y85dXv9wrjuXP6WlpSk1NdXbpQGApRQVFTWqH+surjVFRUVufb6rIT65qsjVy59mzpyppKQkx/2Kigp17txZRUVFCg0N9V6hAHANqqysVGRkpG644YZGb8O6i2uBO3P3SrweXNy5/CkoKEhBQUH12kNDQ/kFAtBsNfYtG9ZdXGs8+Xaj1/8AHZcuA4Bvse7ieuZycDl58qTj70RI0pEjR5SXl6fCwkJJF043TpgwwdE/MTFRx44dU1JSkgoKCrRixQplZGQoOTnZMyMAgOtc3d+D+eyzzySx7qKZs8LlTxUVFUaSqaiocLVcALC8P//5z6y7sCRvzKOruhzaVyorKxUWFqaKigreawXQ7DTFGsi6C0/wxjy6Zr5kEQAA4EoILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDIILgAAwDLcCi5LlixR165dFRwcrJiYGGVnZ1+y79atW2Wz2erdvvjiC7eLBoDm6JZbbmHdRbPncnBZvXq1pk+frtmzZys3N1dDhgzRqFGjVFhYeNnt9u/fr+LiYsete/fubhcNAM1JZmamJCk5OZl1F82ey8Fl4cKFmjx5sqZMmaJevXpp0aJFioyM1NKlSy+7Xfv27RUREeG4+fn5uV00ADQn6enpkqSJEyey7qLZcym41NTUaPfu3UpISHBqT0hI0M6dOy+7bb9+/WS32zVixAht2bLlsn2rq6tVWVnpdAOA5qimpkZ5eXn12ll30Vy5FFzKyspUW1ur8PBwp/bw8HCVlJQ0uI3dbtfy5cuVmZmptWvXKjo6WiNGjND27dsv+TxpaWkKCwtz3CIjI10pEwCuG3Xr7sVYd9Fc+buzkc1mc7pvjKnXVic6OlrR0dGO+3FxcSoqKtIrr7yioUOHNrjNzJkzlZSU5LhfWVnJLxEAfA/rLporl864tG3bVn5+fvVSfmlpab2zMJczaNAgHTx48JI/DwoKUmhoqNMNAJqjunX3Yqy7aK5cCi6BgYGKiYlRVlaWU3tWVpbi4+Mb/Ti5ubmy2+2uPDUANEuBgYG67bbb6rWz7qK5cvmtoqSkJI0fP16xsbGKi4vT8uXLVVhYqMTEREkXTjd++eWXeuuttyRJixYtUpcuXdSnTx/V1NTonXfeUWZmpuPyPgDA5T399NN6/PHH9fbbb2v48OGsu2jWXA4u48aNU3l5uV588UUVFxfr5ptv1saNGxUVFSVJKi4udvrbAjU1NUpOTtaXX36pkJAQ9enTRxs2bNDo0aM9NwoAuI499NBDevzxxzV//nwlJSWx7qJZsxljTFMXcSWVlZUKCwtTRUUF77sCaHaaYg1k3YUneGMe8V1FAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMgguAADAMtwKLkuWLFHXrl0VHBysmJgYZWdnX7b/tm3bFBMTo+DgYHXr1k3Lli1zq1gAaM5uueUW1l00ey4Hl9WrV2v69OmaPXu2cnNzNWTIEI0aNUqFhYUN9j9y5IhGjx6tIUOGKDc3V7NmzdLUqVOVmZl51cUDQHNQt14mJyez7qLZsxljjCsbDBw4UP3799fSpUsdbb169dKYMWOUlpZWr//zzz+v9evXq6CgwNGWmJiovXv3Kicnp1HPWVlZqbCwMFVUVCg0NNSVcgHA8mJjY7V7926nNZB1F1bgjXnk70rnmpoa7d69WykpKU7tCQkJ2rlzZ4Pb5OTkKCEhwalt5MiRysjI0NmzZxUQEFBvm+rqalVXVzvuV1RUSLqwAwCgOampqVFeXp4k6fv/z2TdhRXUzR8Xz5FclkvBpaysTLW1tQoPD3dqDw8PV0lJSYPblJSUNNj/3LlzKisrk91ur7dNWlqaUlNT67VHRka6Ui4AXFfKy8sVFhYmiXUX1vL9uXu1XAoudWw2m9N9Y0y9tiv1b6i9zsyZM5WUlOS4f+LECUVFRamwsNBjA7eSyspKRUZGqqioqFmesmX8zXv8UvPeB8XFxerZs6ckqXXr1o521t2m15znZWNVVFSoc+fOTnP3arkUXNq2bSs/P796Kb+0tLReuq8TERHRYH9/f3+1adOmwW2CgoIUFBRUrz0sLKxZT47Q0FDGz/ibuowm1Rz3QXBwsPz8/FRbW6sWLf59PQXr7rWjOc5LV31/7l71Y7nSOTAwUDExMcrKynJqz8rKUnx8fIPbxMXF1eu/adMmxcbGNvg+KwDg3wIDA3XbbbfVa2fdRXPlcgRKSkrSG2+8oRUrVqigoEAzZsxQYWGhEhMTJV043ThhwgRH/8TERB07dkxJSUkqKCjQihUrlJGRoeTkZM+NAgCuY08//bQk6e2332bdBYwb0tPTTVRUlAkMDDT9+/c327Ztc/xs4sSJZtiwYU79t27davr162cCAwNNly5dzNKlS116vjNnzpg5c+aYM2fOuFOu5TF+xt+cx28M++DMmTNm9OjRpnPnzqy71xD20ZV5Yx+5/HdcAAAAmgrfVQQAACyD4AIAACyD4AIAACyD4AIAACzjmgkuS5YsUdeuXZvtV7a7Mv61a9fq7rvvVrt27RQaGqq4uDj95S9/8WG1nufq8a/zySefyN/fv8G/c2Elro6/urpas2fPVlRUlIKCgnTTTTdpxYoVPqrW81wd/6pVq9S3b1+1bNlSdrtdjz32mMrLy31UrWdt375d9913nzp06CCbzaYPPvjgitt4av1r7utuY7iyj7Zu3SqbzVbv9sUXX/iwYt9psrnrseuTrsL7779vAgICzOuvv27y8/PNtGnTTKtWrcyxY8ca7H/48GHTsmVLM23aNJOfn29ef/11ExAQYNasWePjyj3D1fFPmzbNzJs3z/z97383Bw4cMDNnzjQBAQFmz549Pq7cM1wdf50TJ06Ybt26mYSEBNO3b1/fFOsF7oz//vvvNwMHDjRZWVnmyJEj5tNPPzWffPKJD6v2HFfHn52dbVq0aGFeffVVc/jwYZOdnW369OljxowZ4+PKPWPjxo1m9uzZJjMz00gy69atu2x/T61/zX3dbQxX99GWLVuMJLN//35TXFzsuJ07d87HlftGU83dayK4DBgwwCQmJjq19ezZ06SkpDTY/7nnnjM9e/Z0anvyySfNoEGDvFajN7k6/ob07t3bpKamero0n3B3/OPGjTMvvPCCmTNnjqWDi6vj/+ijj0xYWJgpLy/3RXle5+r4X375ZdOtWzentsWLF5tOnTp5rUZfaczi76n1r7mvu43h6j6qCy7/+te/fFDdtcWXc7fJ3yqqqanR7t27630Fuztf2b5r1y6dPXvWa7V6gzvjv9j58+dVVVXl0S+x8hV3x79y5UodOnRIc+bM8XaJXuXO+NevX6/Y2FjNnz9fHTt2VI8ePZScnKzvvvvOFyV7lDvjj4+P1/Hjx7Vx40YZY/T1119rzZo1uvfee31RcpPzxPrX3Nfdxriatblfv36y2+0aMWKEtmzZ4s0yLcVTc6jJg0tZWZlqa2sb/Ap2d7+y3UrcGf/FFixYoFOnTunhhx/2Role5c74Dx48qJSUFK1atUr+/m59wfk1w53xHz58WDt27NDnn3+udevWadGiRVqzZo3jz8JbiTvjj4+P16pVqzRu3DgFBgYqIiJCN954o1577TVflNzkPLH+Nfd1tzHc2Ud2u13Lly9XZmam1q5dq+joaI0YMULbt2/3RcnXPE/NoWtm1W/oK9g9+ZXt1zpXx1/nvffe09y5c/WnP/1J7du391Z5XtfY8dfW1uqRRx5RamqqevTo4avyvM6V43/+/HnZbDatWrVKYWFhkqSFCxdq7NixSk9PV0hIiNfr9TRXxp+fn6+pU6fql7/8pUaOHKni4mI9++yzSkxMVEZGhi/KbXKeWv+a+7rbGK7so+joaEVHRzvux8XFqaioSK+88oqGDh3q1TqtwhNzyOUzLp7+FHHbtm3l5+fX4Fewe/Ir269V7oy/zurVqzV58mT94Q9/0F133eXNMr3G1fFXVVVp165deuaZZ+Tv7y9/f3+9+OKL2rt3r/z9/bV58+ZLPldTXr1xKe4cf7vdro4dOzpCiyT16tVLxhgdP37co/V5mzvjT0tL0+DBg/Xss8/q1ltv1ciRI7VkyRKtWLFCxcXFvii7SXli/Wvu625jXM3a/H2DBg3SwYMHPV2eJXlqDrkcXE6dOqW+ffvqd7/7XaP6HzlyRKNHj9aQIUOUm5urWbNmaerUqcrMzJR04SvbY2Ji6n0Fe3P5ynZ3xi9dONMyadIkvfvuu5Z+b9/V8YeGhuqf//yn8vLyHLfExERFR0crLy9PAwcOvORzeXrueoI7x3/w4MH66quvdPLkSUfbgQMH1KJFC3Xq1MljtfmCO+M/ffq0WrRwXrr8/Pwk/ft/b9czT6x/zX3dbQx31+aL5ebmym63e7o8S/LYHHLpo7wXkYc+RVx3yVlGRobJz88306dPN61atTJHjx41xhiTkpJixo8f7+hfd0nVjBkzTH5+vsnIyLD0ZXmujv/dd981/v7+Jj093emSuxMnTjTVEK6Kq+O/mDtXFXlq7nqCq+OvqqoynTp1MmPHjjX79u0z27ZtM927dzdTpkzxaF2+4ur4V65cafz9/c2SJUvMoUOHzI4dO0xsbKwZMGBAUw3hqlRVVZnc3FyTm5trJJmFCxea3NxcxyW33lr/mvu62xiu7qPf/va3Zt26debAgQPm888/NykpKUaSyczMbKoheFVTzV2vB5chQ4aYqVOnOrWtXbvW+Pv7m5qaGkdbenq6iYqK8tlXtl9rXBn/sGHDjKR6t4kTJ/q+cA9x9fh/n7eCS2Pnrie4Ov6CggJz1113mZCQENOpUyeTlJRkTp8+7dGafMnV8S9evNj07t3bhISEGLvdbh599FFz/PhxH1ftGXWX0F7q99mb619zX3cbw5V9NG/ePHPTTTeZ4OBg88Mf/tDcfvvtZsOGDU1QtW801dy1GeP+uVWbzaZ169ZpzJgxl+zTo0cPTZo0SbNmzXK07dy503G6u6FTaNXV1aqurnbcP3/+vL799lu1adPmuv4QGLzLGKOqqip16NBBfn5+zF0A8LLvr7sXv8XrLp9cVeTqp4jT0tKUmprq9brQPBUVFTW6L3MXAK5eUVGRxz6D5/Xg4s6niGfOnKmkpCTH/YqKCnXu3FlFRUUKDQ31ar24flVWVioyMlI33HBDo/ozdwHg6ri67jaG14NLXFycPvzwQ6e2K32KOCgoSEFBQfXaQ0NDWfxx1Rr7lg1zFwA8w5Nvlbv8htPJkycdl6FKFy4ZzcvLU2FhoaQL/+OcMGGCo39iYqKOHTumpKQkFRQUaMWKFcrIyFBycrJnRgA0Ut3lw5999pkk5i4AWJIVPkVcUVFhJJmKigpXywUc/vznPzN3AcCHvLEGXtVVRb5SWVmpsLAwVVRUcLodbmuKecTcBdCceWMNbPIvWQQAAGgsggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMggsAALAMt4LLkiVL1LVrVwUHBysmJkbZ2dmX7Lt161bZbLZ6ty+++MLtooGrccsttzB3AcCiXA4uq1ev1vTp0zV79mzl5uZqyJAhGjVqlAoLCy+73f79+1VcXOy4de/e3e2iAXdkZmZKkpKTk5m7AGBRLgeXhQsXavLkyZoyZYp69eqlRYsWKTIyUkuXLr3sdu3bt1dERITj5ufn53bRgDvS09MlSRMnTmTuAoBFuRRcampqtHv3biUkJDi1JyQkaOfOnZfdtl+/frLb7RoxYoS2bNly2b7V1dWqrKx0ugFXo6amRnl5efXambsAYC0uBZeysjLV1tYqPDzcqT08PFwlJSUNbmO327V8+XJlZmZq7dq1io6O1ogRI7R9+/ZLPk9aWprCwsIct8jISFfKBOqpm7sXY+4CgLX4u7ORzWZzum+MqddWJzo6WtHR0Y77cXFxKioq0iuvvKKhQ4c2uM3MmTOVlJTkuF9ZWckLALyCuQsA1uLSGZe2bdvKz8+v3v9QS0tL652FuZxBgwbp4MGDl/x5UFCQQkNDnW7A1aibuxdj7gKAtbgUXAIDAxUTE6OsrCyn9qysLMXHxzf6cXJzc2W32115auCqBAYG6rbbbqvXztwFAGtx+a2ipKQkjR8/XrGxsYqLi9Py5ctVWFioxMRESRdOlX/55Zd66623JEmLFi1Sly5d1KdPH9XU1Oidd95RZmam49JUwFeefvppPf7443r77bc1fPhw5i4AWJDLwWXcuHEqLy/Xiy++qOLiYt18883auHGjoqKiJEnFxcVOfxejpqZGycnJ+vLLLxUSEqI+ffpow4YNGj16tOdGATTCQw89pMcff1zz589XUlIScxcALMhmjDFNXcSVVFZWKiwsTBUVFXxmAG5rinnE3AXQnHljDeS7igAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGUQXAAAgGW4FVyWLFmirl27Kjg4WDExMcrOzr5s/23btikmJkbBwcHq1q2bli1b5laxgCfccsstzF0AsCiXg8vq1as1ffp0zZ49W7m5uRoyZIhGjRqlwsLCBvsfOXJEo0eP1pAhQ5Sbm6tZs2Zp6tSpyszMvOriAVfUzbnk5GTmLgBYlM0YY1zZYODAgerfv7+WLl3qaOvVq5fGjBmjtLS0ev2ff/55rV+/XgUFBY62xMRE7d27Vzk5OY16zsrKSoWFhamiokKhoaGulAs4xMbGavfu3U7ziLkLAN7jjTXQ35XONTU12r17t1JSUpzaExIStHPnzga3ycnJUUJCglPbyJEjlZGRobNnzyogIKDeNtXV1aqurnbcr6iokHRhBwDuqKmpUV5eniTp+1mduQsA3lO39rl4juSyXAouZWVlqq2tVXh4uFN7eHi4SkpKGtympKSkwf7nzp1TWVmZ7HZ7vW3S0tKUmpparz0yMtKVcoEGlZeXKywsTBJzFwB84fvr7tVyKbjUsdlsTveNMfXartS/ofY6M2fOVFJSkuP+iRMnFBUVpcLCQo8N/HpTWVmpyMhIFRUV8ZZEA4qLi9WzZ09JUuvWrR3tzF3vau7zkvE37/FL7IOKigp17tzZad29Wi4Fl7Zt28rPz6/e/1BLS0vr/c+0TkRERIP9/f391aZNmwa3CQoKUlBQUL32sLCwZnngXREaGso+akBwcLD8/PxUW1urFi3+/Zl05q5vNPd5yfib9/gl9sH3192rfixXOgcGBiomJkZZWVlO7VlZWYqPj29wm7i4uHr9N23apNjY2AY/IwB4Q2BgoG677bZ67cxdALAWlyNQUlKS3njjDa1YsUIFBQWaMWOGCgsLlZiYKOnCqfIJEyY4+icmJurYsWNKSkpSQUGBVqxYoYyMDCUnJ3tuFEAjPP3005Kkt99+m7kLAFZl3JCenm6ioqJMYGCg6d+/v9m2bZvjZxMnTjTDhg1z6r9161bTr18/ExgYaLp06WKWLl3q0vOdOXPGzJkzx5w5c8adcpsF9tGVnTlzxowePdp07tyZuesjjJ/xN+fxG8M+8Mb4Xf47LgAAAE2F7yoCAACWQXABAACWQXABAACWQXABAACWcc0ElyVLlqhr164KDg5WTEyMsrOzL9t/27ZtiomJUXBwsLp166Zly5b5qNKm48o+2rp1q2w2W73bF1984cOKfWf79u2677771KFDB9lsNn3wwQdX3MZTc6i5z11Xxr927VrdfffdateunUJDQxUXF6e//OUvPqzW81w9/nU++eQT+fv7N/j3hazE1fFXV1dr9uzZioqKUlBQkG666SatWLHCR9V6nqvjX7Vqlfr27auWLVvKbrfrscceU3l5uY+q9awmW3c9dn3SVXj//fdNQECAef31101+fr6ZNm2aadWqlTl27FiD/Q8fPmxatmxppk2bZvLz883rr79uAgICzJo1a3xcue+4uo+2bNliJJn9+/eb4uJix+3cuXM+rtw3Nm7caGbPnm0yMzONJLNu3brL9vfUHGruc9fV8U+bNs3MmzfP/P3vfzcHDhwwM2fONAEBAWbPnj0+rtwzXB1/nRMnTphu3bqZhIQE07dvX98U6wXujP/+++83AwcONFlZWebIkSPm008/NZ988okPq/YcV8efnZ1tWrRoYV599VVz+PBhk52dbfr06WPGjBnj48o9o6nW3WsiuAwYMMAkJiY6tfXs2dOkpKQ02P+5554zPXv2dGp78sknzaBBg7xWY1NzdR/VBZd//etfPqju2tKYXyBPzaHmPnddHX9DevfubVJTUz1dmk+4O/5x48aZF154wcyZM8fSwcXV8X/00UcmLCzMlJeX+6I8r3N1/C+//LLp1q2bU9vixYtNp06dvFajr/hy3W3yt4pqamq0e/duJSQkOLUnJCRo586dDW6Tk5NTr//IkSO1a9cunT171mu1NhV39lGdfv36yW63a8SIEdqyZYs3y7QUT8yh5j53r2Ze1jl//ryqqqo8+gVsvuLu+FeuXKlDhw5pzpw53i7Rq9wZ//r16xUbG6v58+erY8eO6tGjh5KTk/Xdd9/5omSPcmf88fHxOn78uDZu3ChjjL7++mutWbNG9957ry9KbnKeWv+aPLiUlZWptra23hfdhYeH1/uCuzolJSUN9j937pzKysq8VmtTcWcf2e12LV++XJmZmVq7dq2io6M1YsQIbd++3RclX/M8MYea+9x1Z/wXW7BggU6dOqWHH37YGyV6lTvjP3jwoFJSUrRq1Sr5+7v0HbfXHHfGf/jwYe3YsUOff/651q1bp0WLFmnNmjWOr+OwEnfGHx8fr1WrVmncuHEKDAxURESEbrzxRr322mu+KLnJeWr9u2Z+c2w2m9N9Y0y9tiv1b6j9euLKPoqOjlZ0dLTjflxcnIqKivTKK69o6NChXq3TKjw1h5r73HV1/HXee+89zZ07V3/605/Uvn17b5XndY0df21trR555BGlpqaqR48evirP61w5/ufPn5fNZtOqVasUFhYmSVq4cKHGjh2r9PR0hYSEeL1eT3Nl/Pn5+Zo6dap++ctfauTIkSouLtazzz6rxMREZWRk+KLcJueJ9a/Jg0vbtm3l5+dXL6GWlpbWS2Z1IiIiGuzv7++vNm3aeK3WpuLOPmrIoEGD9M4773i6PEvyxBxq7nP3aubl6tWrNXnyZP3xj3/UXXfd5c0yvcbV8VdVVWnXrl3Kzc3VM888I+nCC7kxRv7+/tq0aZOGDx/uk9o9wZ3jb7fb1bFjR0dokaRevXrJGKPjx4+re/fuXq3Zk9wZf1pamgYPHqxnn31WknTrrbeqVatWGjJkiF566SXZ7Xav192UPLX+NflbRYGBgYqJiVFWVpZTe1ZWluLj4xvcJi4url7/TZs2KTY2VgEBAV6rtam4s48akpube93/YjSWJ+ZQc5+77s7L9957T5MmTdK7775r6ff2XR1/aGio/vnPfyovL89xS0xMVHR0tPLy8jRw4EBfle4R7hz/wYMH66uvvtLJkycdbQcOHFCLFi3UqVMnr9brae6M//Tp02rRwvll18/PT9K/zzxczzy2/rn0UV4vqbukLCMjw+Tn55vp06ebVq1amaNHjxpjjElJSTHjx4939K+7pGrGjBkmPz/fZGRkWPqS0sZwdR/99re/NevWrTMHDhwwn3/+uUlJSTGSTGZmZlMNwauqqqpMbm6uyc3NNZLMwoULTW5uruOyRG/NoeY+d10d/7vvvmv8/f1Nenq602X6J06caKohXBVXx38xq19V5Or4q6qqTKdOnczYsWPNvn37zLZt20z37t3NlClTmmoIV8XV8a9cudL4+/ubJUuWmEOHDpkdO3aY2NhYM2DAgKYawlVpqnX3mgguxhiTnp5uoqKiTGBgoOnfv7/Ztm2b42cTJ040w4YNc+q/detW069fPxMYGGi6dOlili5d6uOKfc+VfTRv3jxz0003meDgYPPDH/7Q3H777WbDhg1NULVv1F3+ffFt4sSJxhjvzqHmPnddGf+wYcMue5ysyNXj/31WDy7GuD7+goICc9ddd5mQkBDTqVMnk5SUZE6fPu3jqj3H1fEvXrzY9O7d24SEhBi73W4effRRc/z4cR9X7RlNte7ajGkG56cAAMB1ock/4wIAANBYBBcAAGAZBBcAAGAZBBcAAGAZBBcAAGAZBBcAAGAZBBcAAGAZBBcAAGAZBBcAAGAZBBcAAGAZBBcAAGAZBBcAAGAZ/x91fxqdJUDUTgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(0)\n",
    "axes1 = plt.subplot2grid((3, 3), (0, 0), colspan=3)\n",
    "axes2 = plt.subplot2grid((3, 3), (1, 0), colspan=2)\n",
    "axes3 = plt.subplot2grid((3, 3), (1, 2))\n",
    "axes4 = plt.subplot2grid((3, 3), (2, 0))\n",
    "axes5 = plt.subplot2grid((3, 3), (2, 1), colspan=2)\n",
    "\n",
    "# tidy up tick labels size\n",
    "all_axes = plt.gcf().axes\n",
    "\n",
    "for ax in all_axes:\n",
    "    for ticklabel in ax.get_xticklabels() + ax.get_yticklabels():\n",
    "        ticklabel.set_fontsize(10)\n",
    "\n",
    "plt.suptitle(\"Demo of subplot2grid\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4aff27e1-a1f2-4836-b190-6d40ce47b387",
   "metadata": {},
   "source": [
    "## 定制化网格"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8461b7af-acb5-42ae-9994-6e59f0fbda2d",
   "metadata": {},
   "source": [
    "最常用的网格定制化功能可以用matplotlib.pyplot.grid辅助函数完成。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbea2cc4-8242-437c-86ee-3117aed322fc",
   "metadata": {},
   "source": [
    "为了能看到其交互效果，请在ipython中运行下面的代码。调用plt.grid()会在由IPython PyLab 环境开启的当前交互式会话中切换网格的可见性。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a5a3ed14-8573-433f-8de7-c1d739ec3a22",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1c2ee5f2-4d79-45ea-967f-562397c034f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x75aa841ea2d0>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iYYOxtzdn2bhexEYEmY4mVaiOjye/HdwGgL+vPUJOwUXDidyXyoiIyA0qvFjCU+/v5PG3t5FTaKd5qD8f/LoXTw5qg6/XD1cxl5rnnrgIOkXVp6jYwYzVmup7o1RGRERuwBdHcrlr5kbeSz6BzQY/7x3Digl96BRV33Q0qUbfTfUF+Pf2E+zJzDecyD2pjIiIVMD54lKeXbaHUf/YSmbeBaKD6/LuLxP4/dB2+Hnrakht1KVJA+6Ji8CyNNX3RqmMiIiU07bjZxk8ayMLN6cB8OitTVg5sQ/dY4INJxPTnh7cBl8vD7YeO8tne0+ZjuN2VEZERK7jYomDF1fs44HXN5N25jwRQX4s+lkPnr+3Pf6+XqbjiQu4pX4dftGnGQCJK/djL9VU34pQGRERuYbUjDzunr2RNzYew7Lg/i6RrJrcl94tG5qOJi7miX7NCQ3wJe3MeRZ+mWY6jltRGRERuYLiUiczPjvIiHlf8vXpIkIDfFkwuisv3x9HoJ+36Xjigvx9vXhyUGsAZv/3MGfO2Q0nch8qIyIi37PvZAH3zNnEnLVHcDgt7omLYPWkvvRvG2Y6mri4H3eOJDYikEJ7Ka/+55DpOG5DZURE5FulDidzPj/M8LmbOJBdSLC/D/NGdWb2yHga+PuYjiduwMPj/0/1Xbw1nYPZhYYTuQeVERER4EhOISPmfcmM1YcocVgMig1j9eS+DO4QbjqauJlbm4VwV2xjnBa8sEJTfctDZUREajWH0+KNDUcZMnsTO0/kE+jnxcwHO/HaI11oWM/XdDxxU9OGtMHH04ONh3NZd/C06TguT2VERGqt47lFPPj6Zl78dD/FpU76tQ5l9eTbuDf+Fmw2m+l44saahPjzeK+mwKWrIyUOp9lALk5lRERqHafTYuHm4wyetZHktG+o5+vFn0d04K2fdKNxkJ/peFJDjL2jBSH+Pnx9uoh3tmiq77WojIhIrXLim/M8smArzy7by4USBz2bh7BqUh8e7BatqyFSqQL9vJkysBUAM/97mPzzJYYTuS6VERGpFSzL4t1t6dw1cyNffn0GP28PnrsnlkU/60Fkg7qm40kN9WDXKFqHBZB3voRZ/z1sOo7LUhkRkRrvVMFFfvr2Np5O2s05eyldmjRg5cS+jO7ZFA8PXQ2RquPl6cHvh7YFYOHm43x9+pzhRK5JZUREaizLsvgoJZOBr25g7cHT+Hh5MH1IG977VQIxDf1Nx5Naok/LUPq3aUSp0yLx0/2m47gkrfAkIjVS7jk7v/9wD6v2ZgPQMTKIV+6Po2VYgOFkUhtNv7st6w+d5j/7c9h0OFdrG32ProyISI2zak8Wg17dwKq92Xh52PjNna1IeqKniogY0zy0Ho/c2gS4NNXX4dSN0P6XyoiI1Bh554uZuDSFMYt2cKaomDaNA1g2rhfj+7fE21N/3YlZkwa0JKiONweyC3l3W4bpOC5FfzpFpEZYeyCHga9uYFnqSTxsMPb25iwb14vYiCDT0UQAqF/Xh0kDWgLwyuqDFFzUVN/vqIyIiFsrvFjCU+/v5PG3t5FTaKd5qD8f/LoXTw5qg6+Xp+l4Ipd55NYmNAv150xRMXPXHjEdx2WojIiI2/riSC53zdzIe8knsNng571jWDGhD52i6puOJnJF3p4e/P7uS1N939p0nPQz5w0ncg0qIyLids4Xl/Lssj2M+sdWMvMuEB1cl3d/mcDvh7bDz1tXQ8S13d66EX1aNqTY4SRxpab6gsqIiLiZbcfPMnjWRhZuvrTWx6O3NmHlxD50jwk2nEykfGw2G7+/ux0eNli5J5utR8+YjmScyoiIuIWLJQ5eXLGPB17fTNqZ80QE+bHoZz14/t72+PvqlkniXlo3DmBk92gAnl+xD2ctn+qrMiIiLi81I4+7Z2/kjY3HsCx4oGskqyb31Y2jxK1NubMVAb5e7MksIGnHCdNxjFIZERGXVVzqZMZnBxkx70u+Pl1EaIAvC0Z35S8/jiPQz9t0PJGbElLPl3F3tADg5c8OUmQvNZzIHJUREXFJ+04WMHzuF8xZewSH0+KeuAhWT+pL/7ZhpqOJVJqf9GpKdHBdcgrtvL7+a9NxjFEZERGXUupwMufzwwyfu4n9WQUE+/swb1RnZo+Mp4G/j+l4IpXK18uT6UPaAPD6hqNk5l0wnMiMCpWRefPm0bFjRwIDAwkMDCQhIYGVK1de9fh169Zhs9l+sB04cOCmg4tIzXMkp5AR875kxupDlDgsBsWGsXpyXwZ3CDcdTaTKDIptTI+YYOylTv6yqna+P1ZoCHpkZCQvvfQSLVpc+ozrn//8J8OHDyclJYXY2Nirnnfw4EECAwPLHoeGht5gXBGpiRxOizc3HePl1QcpLnUS6OfFH4e3Z3inCGw2m+l4IlXKZrPxzNB2DJuziWWpJxndsymdoxuYjlWtKlRGhg0bdtnjF198kXnz5rFly5ZrlpFGjRpRv379GwooIjXb8dwipv57J8lp3wDQr3UoL93XkcZBfoaTiVSf9rcE8ePOkfx7+wme/2QfHzzRs1YV8RseM+JwOFi6dClFRUUkJCRc89j4+HjCw8Pp378/a9euve73ttvtFBQUXLaJSM3idFos3HycwbM2kpz2DfV8vfjziA689ZNuKiJSKz05qDV1fTxJSc9j+c6TpuNUqwqXkd27d1OvXj18fX0ZM2YMH374Ie3atbviseHh4cyfP5+kpCQ++OADWrduTf/+/dmwYcM1nyMxMZGgoKCyLSoqqqIxRcSFnfjmPI8s2Mqzy/ZyocRBQrMQVk3qw4PdomvVvwZF/lejQD9+3a85AH9eeYCLJQ7DiaqPzbKsCt32rbi4mPT0dPLy8khKSuIf//gH69evv2oh+b5hw4Zhs9lYvnz5VY+x2+3Y7fayxwUFBURFRZGfn3/Z2BMRcS+WZfFecgbPf7Kfc/ZS6nh7Mm1IGx7p0QQPD5UQkYslDvq/sp7MvAv85s5WjO/f0nSkm1JQUEBQUNB1378rfGXEx8eHFi1a0LVrVxITE4mLi2PWrFnlPv/WW2/l8OHD1zzG19e3bMbOd5uIuLdTBRf56dvbeDppN+fspXRp0oBPJ/bhsYSmKiIi3/Lz9uSpu1oDMG/915wquGg4UfW46fuMWJZ12VWM60lJSSE8XNP0RGoLy7JYlprJwFc3sPbgaXy8PJg+pA3v/SqBmIb+puOJuJx74iKIj67P+WIHL3920HScalGh2TTTp09n8ODBREVFUVhYyNKlS1m3bh2rVq0CYNq0aWRmZrJw4UIAZs6cSdOmTYmNjaW4uJhFixaRlJREUlJS5f8kIuJycs/Z+f2He1i1NxuAjpFBvHJ/HC3DAgwnE3FdNpuNZ4e240d//5KkHSf4Sc+mtL8lyHSsKlWhMnLq1CkeffRRsrKyCAoKomPHjqxatYo777wTgKysLNLT08uOLy4uZurUqWRmZlKnTh1iY2NZsWIFQ4YMqdyfQkRczqo9Wfzuwz2cKSrGy8PGxP4tGdOvOd6euvGzyPXERzfg3k4RfJR6kj9+so93f3lrjR7cXeEBrCaUdwCMiJiXd76YPyzfy7LUS1MT2zQO4JUH4oiNqNn/shOpbCfzLnDHK+u4WOJk3qjObnkn4iobwCoicjVrD+Qw8NUNLEs9iYcNxt7enGXjeqmIiNyAiPp1+GWfZgAkrjyAvbTmTvVVGRGRm1Z4sYSn3t/J429vI6fQTvNQfz74dS+eHNQGXy9P0/FE3NavbmtOWKAv6WfP8/YXx03HqTIqIyJyU744kstdMzfyXvIJbDb4ee8YVkzoQ6eo+qajibg9f18vnhx0aVXfv31+hNxz5Z+96k5URkTkhpwvLuXZZXsY9Y+tZOZdIDq4Lu/+MoHfD22Hn7euhohUlvvib6HDLUGcs5fy1zWHTMepEiojIlJh246fZfCsjSzcnAbAo7c2YeXEPnSPCTacTKTm8fC4tKovwNKv0jmQXfPWa1MZEZFyu1ji4MUV+3jg9c2knTlPRJAfi37Wg+fvbY+/b4XuFCAiFdA9JpghHRrjtOCFT/bjBhNhK0RlRETKZWdGHkP/tok3Nh7DsuD+LpGsmtyX3i0bmo4mUiv89q62+Hh6sOlILp8fyDEdp1KpjIjINRWXOpnx2UHum/clR3LOERrgy4LRXXn5/jgC/bxNxxOpNaJD6vLT3jEAvLhiPyUOp+FElUdlRESuat/JAobP/YI5a4/gcFrcExfB6kl96d82zHQ0kVpp7O3NaVjPh6O5Rfzr2zFbNYHKiIj8QKnDyZzPDzN87ib2ZxUQ7O/D30d1ZvbIeBr4+5iOJ1JrBfh5M+XOS6v6zvrvYfLOFxtOVDlURkTkMkdyChkx70tmrD5EicNiYLswPpvUlyFueCtqkZrowW5RtGkcQP6FEmb+57DpOJVCZUREAHA4Ld7YcJQhszex80Q+gX5evPpgHK8/2oXQAF/T8UTkW57/M9X3X1vSOJJzznCim6cyIiIczy3iwdc38+Kn+ykudXJbq1BWT76NH8VH1uiVQkXcVa8WDRnQthEOp8WfPt1vOs5NUxkRqcWcTot/bT7O4FkbSU77Bn8fT166rwNvP96NxkF+puOJyDVMH9IWLw8bnx/IYcOh06bj3BSVEZFaKjPvAo++uZVnlu3lQomDhGYhrJrUl4e6R+tqiIgbaBZaj8cSmgLwwop9lLrxVF+VEZFaxrIs3tuWwaBXN/DFkTP4eXvw3D2xvPPzHkQF1zUdT0QqYGL/ltSv682hU+dYui3DdJwbpjIiUoucKrjIT9/exlNJuzhnL6VLkwasnNiX0T2b4uGhqyEi7iaorjeTB7QC4K9rDpF/ocRwohujMiJSC1iWxbLUTAa+uoG1B0/j4+nB9CFteO9XCcQ09DcdT0RuwsM9omke6s/ZomLmrj1iOs4NURkRqeFyz9l5YtEOJi5NJf9CCR1uCeKTCb35Zd/meOpqiIjb8/b04Pd3X5rq+9YXxzieW2Q4UcWpjIjUYKv2ZDHo1Q2s2puNl4eNKXe24oNf96RVWIDpaCJSifq1DqVvq1BKHBaJK91vqq/W/BapgfLPl/CH5Xv4KPUkAG0aBzDj/jja3xJkOJmIVAWbzcbv727L4CO5fLb3FJu/PkNC8xDTscpNV0ZEapi1B3K489X1fJR6Eg/bpYW1lo3rpSIiUsO1CgtgZPco4NJUX4fTMpyo/FRGRGqIwoslPP3+Lh5/exs5hXaahfqT9ERPnhzUBl8vT9PxRKQaTB7QigA/L/aeLCBp+wnTccpNZUSkBvjiSC53zdzIu8kZ2Gzw894xfDqhD/HRDUxHE5FqFFLPlwl3tATg5dUHOWcvNZyofFRGRNzY+eJSnl22h1H/2Epm3gWig+vy7i8T+P3Qdvh562qISG00umdTmobU5XShndfWfW06TrmojIi4qeTjZxk8ayMLN6cB8Mit0ayc2IfuMcGGk4mIST5eHkwb0haA+RuPcuKb84YTXZ/KiIibuVji4MUV+7j/9c2knTlPeJAf//pZd164twP+vpogJyIwsF0YtzYLprjUyZ9XHTQd57pURkTcyM6MPIb+bRNvbDyGZcH9XSL5bHJf+rQMNR1NRFyIzWbjmaHtsNng450n2Z521nSka1IZEXEDxaVOZnx2kPvmfcmRnHOEBviyYHRXXr4/jkA/b9PxRMQFxUYE8UCXS1N9//jJfpwuPNVXZUTExe07WcDwuV8wZ+0RHE6Le+IiWD2pL/3bhpmOJiIu7jeDWuHv48nOjDyW7zxpOs5VqYyIuKhSh5M5nx9m+NxN7M8qINjfh7+P6szskfE08PcxHU9E3ECjAD9+fXsLAP686gAXih2GE12ZyoiICzqSU8iIeV8yY/UhShwWA9uF8dmkvgzpEG46moi4mZ/1juGW+nXIyr/I/A1HTce5IpURERficFq8seEoQ2ZvYueJfAL8vPjrA3G8/mgXQgN8TccTETfk5+3Jbwe3AeC19V+TnX/RcKIfUhkRcRFpZ4p4aP5mXvx0P8WlTm5rFcqaybdxX+dIbDab6Xgi4saGdgynS5MGXChx8JfPDpiO8wMqIyKGOZ0W/9p8nLtmbmTb8W/w9/Ek8b4OvP14NxoH+ZmOJyI1gM1m49mh7QD4YEcmu07kmQ30PSojIgZl5l3g0Te38syyvVwocZDQLIRVk/oysnu0roaISKWKi6rPj+JvAeD5T/ZhWa4z1VdlRMQAy7J4b1sGg17dwBdHzuDn7cH/DWvHOz/vQVRwXdPxRKSGeuqu1vh5e7Dt+Dd8ujvbdJwyKiMi1exUwUV++vY2nkraxTl7KZ2j67NyYl9+0isGDw9dDRGRqhMeVIdf9W0OQOLK/VwscY2pviojItXEsiyWpWYy8NUNrD14Gh9PD6YNbsO/x/QkpqG/6XgiUkv86rZmhAX6cuKbC7z1xXHTcQCVEZFqceacnV+/s4OJS1PJv1BCh1uC+GRCb351W3M8dTVERKpRXR8vnr7r0lTfuWuPcLrQbjhRBcvIvHnz6NixI4GBgQQGBpKQkMDKlSuvec769evp0qULfn5+NGvWjNdee+2mAou4m1V7shj46gZW7snGy8PG5AGt+ODXPWkVFmA6mojUUvd2uoWOkUGcs5fy1zXmV/WtUBmJjIzkpZdeIjk5meTkZO644w6GDx/O3r17r3j8sWPHGDJkCH369CElJYXp06czYcIEkpKSKiW8iCvLP1/CpKUpjFm0gzNFxbQOC+Cjsb2YOKAl3p66KCki5nh4XFrVF+DdbRnsO1lgNI/Nusm5PcHBwbz88sv87Gc/+8HXnn76aZYvX87+/fvL9o0ZM4adO3eyefPmcj9HQUEBQUFB5OfnExgYeDNxRarF2oM5/DZpF6cK7HjYYMxtzZk4oCW+Xp6mo4mIlBm7eAcrdmXRs3kI7/y8R6XfUqC87983/M8zh8PB0qVLKSoqIiEh4YrHbN68mYEDB162b9CgQSQnJ1NSUnLV72232ykoKLhsE3EXy3ee5PG3tnGqwE6zUH+SnujJU3e1UREREZfz27va4OPlwZdfn+E/+3OM5ahwGdm9ezf16tXD19eXMWPG8OGHH9KuXbsrHpudnU1Y2OXLnIeFhVFaWkpubu5VnyMxMZGgoKCyLSoqqqIxRYw4nlvEtKRdADzYNYpPJ/QhPrqB4VQiIlcWFVyXn/WOoXGgHyaH0le4jLRu3ZrU1FS2bNnCE088wejRo9m3b99Vj//+JZ/vPhW61qWgadOmkZ+fX7ZlZGRUNKZItbOXOhi3ZAdFxQ66Nw3mxR+1x89bV0NExLWNv6MFa6f2Y0C7sOsfXEW8KnqCj48PLVq0AKBr165s27aNWbNm8frrr//g2MaNG5Odffkd3nJycvDy8iIkJOSqz+Hr64uvr1YoFffy0soD7MksoEFdb2aN7ISXBqmKiBuo61PhKlDpbvpvS8uysNuvPEc5ISGBNWvWXLZv9erVdO3aFW9v75t9ahGXsWbfqbKbB824P47woDpmA4mIuJEKlZHp06ezceNGjh8/zu7du/nd737HunXrGDVqFHDp45XHHnus7PgxY8aQlpbGlClT2L9/P2+++SYLFixg6tSplftTiBh0Mu8CT76/E4Cf9Y6hf1tzlzpFRNxRha7NnDp1ikcffZSsrCyCgoLo2LEjq1at4s477wQgKyuL9PT0suNjYmL49NNPmTx5MnPnziUiIoLZs2czYsSIyv0pRAwpdTiZsCSFvPMldIwMKruroYiIlN9N32ekOug+I+KqZnx2kDlrj1DP14sVE3rTJERrzIiIfKfK7zMiUtttOpzL3HVHAEi8r4OKiIjIDVIZEbkBpwvtTHo3FcuCkd2jGBYXYTqSiIjbUhkRqSCn02LKe6nknrPTKqwezw6NNR1JRMStqYyIVNBrG75m4+Fc/Lw9mPtwZ+r46MZmIiI3Q2VEpAK2p53lldWHAHjunlhahgUYTiQi4v5URkTKKe98MROWpOJwWtwTF8EDXbVmkohIZVAZESkHy7J46v1dZOZdoElIXV78UftKX2pbRKS2UhkRKYeFm9NYve8U3p425ozsTICfljMQEaksKiMi17EnM58XV+wHYNrgtnSIDDKcSESkZlEZEbmGc/ZSxi9JodjhZEDbRjzeq6npSCIiNY7KiMhVWJbFMx/t4VhuEeFBfrz84ziNExERqQIqIyJX8f72E3yYkomHDWY9FE8Dfx/TkUREaiSVEZErOJJTyLPL9gIweUAruscEG04kIlJzqYyIfM/FEgfjFqdwocRBz+Yh/Pr2FqYjiYjUaCojIt/zwop9HMguJMTfh5kPdsLTQ+NERESqksqIyP9YuTuLRVvSAfjrg51oFOhnOJGISM2nMiLyrYyz53kqaRcAY25rzm2tQg0nEhGpHVRGRIASh5PxS1IovFhK5+j6/GZgK9ORRERqDZUREWDGZwdJzcgj0M+L2SPj8fbUHw0Rkeqiv3Gl1lt7MIfXNxwF4C8/7khkg7qGE4mI1C4qI1KrnSq4yG/e2wnAYwlNuKt9uOFEIiK1j8qI1FoOp8WkpamcLSqmXXgg04e0NR1JRKRWUhmRWmvO50fYfPQMdX08mfNwPH7enqYjiYjUSiojUittOXqGWf89BMAL97anWWg9w4lERGovlRGpdc4WFTNxaQpOC0Z0juS+zpGmI4mI1GoqI1KrWJbF1H/v5FSBnWah/vxxeKzpSCIitZ7KiNQqCzYd4/MDOfh4eTD34c74+3qZjiQiUuupjEitsTMjjz+vOgDAM0Pb0TY80HAiEREBlRGpJQouljBuyQ5KHBaD2zfmkR7RpiOJiMi3VEakxrMsi2kf7Cbj7AUiG9ThpREdsdlspmOJiMi3VEakxlvyVQYrdmXh5WHjbyPjCarjbTqSiIj8D5URqdEOZBfw3Md7AXhyUGvioxsYTiQiIt+nMiI11vniUsYtTsFe6qRf61B+0aeZ6UgiInIFKiNSY/3f8r0cyTlHowBfZtwfh4eHxomIiLgilRGpkZalZvJe8glsNpj5YCca1vM1HUlERK5CZURqnGO5RUz/YDcA429vQc8WDQ0nEhGRa1EZkRrFXupg/JIdFBU76N40mAn9W5qOJCIi16EyIjXKSysPsCezgAZ1vZk1shNenvoVFxFxdfqbWmqMNftO8dYXxwGYcX8c4UF1zAYSEZFyURmRGuFk3gWefH8nAD/rHUP/tmGGE4mISHlVqIwkJibSrVs3AgICaNSoEffeey8HDx685jnr1q3DZrP9YDtw4MBNBRf5TqnDyYQlKeSdL6FjZBBP39XGdCQREamACpWR9evXM3bsWLZs2cKaNWsoLS1l4MCBFBUVXffcgwcPkpWVVba1bKmBhVI5Zv7nMMlp31DP14u/jYzHx0sX/ERE3IlXRQ5etWrVZY/feustGjVqxPbt2+nbt+81z23UqBH169evcECRa9l0OJe5644AkHhfB5qE+BtOJCIiFXVT/4TMz88HIDg4+LrHxsfHEx4eTv/+/Vm7du01j7Xb7RQUFFy2iXzf6UI7k95NxbJgZPcohsVFmI4kIiI34IbLiGVZTJkyhd69e9O+ffurHhceHs78+fNJSkrigw8+oHXr1vTv358NGzZc9ZzExESCgoLKtqioqBuNKTWU02kx5b1Ucs/ZaRVWj2eHxpqOJCIiN8hmWZZ1IyeOHTuWFStWsGnTJiIjIyt07rBhw7DZbCxfvvyKX7fb7djt9rLHBQUFREVFkZ+fT2Bg4I3ElRrm7+uO8JdVB/Hz9uDjcb1pGRZgOpKIiHxPQUEBQUFB133/vqErI+PHj2f58uWsXbu2wkUE4NZbb+Xw4cNX/bqvry+BgYGXbSLf2Z52lldWHwLguXtiVURERNxchQawWpbF+PHj+fDDD1m3bh0xMTE39KQpKSmEh4ff0LlSu+WdL2bCklQcTot74iJ4oKs+whMRcXcVKiNjx45l8eLFLFu2jICAALKzswEICgqiTp1Ld7ucNm0amZmZLFy4EICZM2fStGlTYmNjKS4uZtGiRSQlJZGUlFTJP4rUdJZl8dT7u8jMu0CTkLq8+KP22Gw207FEROQmVaiMzJs3D4B+/fpdtv+tt97iJz/5CQBZWVmkp6eXfa24uJipU6eSmZlJnTp1iI2NZcWKFQwZMuTmkkuts3BzGqv3ncLb08ackZ0J8PM2HUlERCrBDQ9grU7lHQAjNdeezHzu+/uXFDucPDu0HT/tfWMfEYqISPWp0gGsItXpnL2U8UtSKHY4GdA2jMd7NTUdSUREKpHKiLg0y7J45qM9HMstIjzIj5d/3FHjREREahiVEXFp728/wYcpmXh62Jg9Mp4G/j6mI4mISCVTGRGXdSSnkGeX7QVg8oCWdGt6/WUHRETE/aiMiEu6WOJg3OIULpQ46NUihCf6tTAdSUREqojKiLik5z/Zx4HsQhrW8+HVBzvh6aFxIiIiNZXKiLicFbuyeGfrpXvV/PWBTjQK8DOcSEREqpLKiLiUjLPn+W3SLgCe6Necvq1CDScSEZGqpjIiLqO41Mm4JSkU2kvpHF2fKXe2Mh1JRESqgcqIuIwZqw+yMyOPQD8vZo+Mx9tTv54iIrWB/rYXl7D2YA7zNxwF4C8/7khkg7qGE4mISHVRGRHjThVc5Dfv7QTgsYQm3NU+3HAiERGpTiojYpTDaTFpaSpni4ppFx7I9CFtTUcSEZFqpjIiRs35/Aibj56hro8ncx6Ox8/b03QkERGpZiojYsyWo2eY9d9DALxwb3uahdYznEhERExQGREjzhYVM3FpCk4LRnSO5L7OkaYjiYiIISojUu0sy2Lqv3dyqsBOs1B//jg81nQkERExSGVEqt2CTcf4/EAOPl4ezH24M/6+XqYjiYiIQSojUq12ZuTx51UHAHhmaDvahgcaTiQiIqapjEi1KbhYwrglOyhxWAxu35hHekSbjiQiIi5AZUSqhWVZTPtgNxlnLxDZoA4vjeiIzWYzHUtERFyAyohUiyVfZbBiVxZeHjb+NjKeoDrepiOJiIiLUBmRKncgu4DnPt4LwJODWhMf3cBwIhERcSUqI1KlzheXMm5xCvZSJ/1ah/KLPs1MRxIRERejMiJV6v+W7+VIzjkaBfjyyv1xeHhonIiIiFxOZUSqzLLUTN5LPoHNBjMf6kRIPV/TkURExAWpjEiVOJZbxPQPdgMw/o6W9Gze0HAiERFxVSojUunspQ7GL9lBUbGD7jHBTLijhelIIiLiwlRGpNIlfnqAPZkFNKjrzeyH4vHy1K+ZiIhcnd4lpFKt3pvN218eB+CVB+JoHORnNpCIiLg8lRGpNJl5F3jy/V0A/Lx3DHe0CTOcSERE3IHKiFSKUoeTiUtSyL9QQlxkEE/d1cZ0JBERcRMqI1IpXv3PIZLTviHA14u/jeyMj5d+tUREpHz0jiE3bdPhXP6+7msA/nRfB6JD6hpOJCIi7kRlRG7K6UI7k95NxbJgZPcohsVFmI4kIiJuRmVEbpjTaTHlvVRyz9lpFVaPZ4fGmo4kIiJuSGVEbthrG75m4+Fc/Lw9mPtwZ+r4eJqOJCIibkhlRG7I9rSzvLL6EADP3RNLy7AAw4lERMRdqYxIheWdL2bCklQcTot74iJ4oGuU6UgiIuLGKlRGEhMT6datGwEBATRq1Ih7772XgwcPXve89evX06VLF/z8/GjWrBmvvfbaDQcWsyzL4qn3d5GZd4EmIXV58UftsdlspmOJiIgbq1AZWb9+PWPHjmXLli2sWbOG0tJSBg4cSFFR0VXPOXbsGEOGDKFPnz6kpKQwffp0JkyYQFJS0k2Hl+q3cHMaq/edwtvTxpyRnQnw8zYdSURE3JzNsizrRk8+ffo0jRo1Yv369fTt2/eKxzz99NMsX76c/fv3l+0bM2YMO3fuZPPmzeV6noKCAoKCgsjPzycwMPBG48pN2pOZz31//5Jih5Nnh7bjp71jTEcSEREXVt7375saM5Kfnw9AcHDwVY/ZvHkzAwcOvGzfoEGDSE5OpqSk5GaeXqrROXsp45ekUOxwMqBtGI/3amo6koiI1BBeN3qiZVlMmTKF3r170759+6sel52dTVjY5QumhYWFUVpaSm5uLuHh4T84x263Y7fbyx4XFBTcaEypBJZl8cxHeziWW0R4kB8v/7ijxomIiEilueErI+PGjWPXrl0sWbLkusd+/43ru0+GrvaGlpiYSFBQUNkWFaXZGia9v/0EH6Zk4ulhY/bIeBr4+5iOJCIiNcgNlZHx48ezfPly1q5dS2Rk5DWPbdy4MdnZ2Zfty8nJwcvLi5CQkCueM23aNPLz88u2jIyMG4kpleBITiHPLtsLwOQBLenW9OofyYmIiNyICn1MY1kW48eP58MPP2TdunXExFx/AGNCQgIff/zxZftWr15N165d8fa+8kwMX19ffH19KxJNqsDFEgfjFqdwocRBrxYhPNGvhelIIiJSA1XoysjYsWNZtGgRixcvJiAggOzsbLKzs7lw4ULZMdOmTeOxxx4rezxmzBjS0tKYMmUK+/fv580332TBggVMnTq18n4KqRLPf7KPA9mFNKznw6sPdsLTQ+NERESk8lWojMybN4/8/Hz69etHeHh42fbuu++WHZOVlUV6enrZ45iYGD799FPWrVtHp06deP7555k9ezYjRoyovJ9CKt2KXVm8s/XS/8e/PtCJRgF+hhOJiEhNdVP3Gakuus9I9co4e54hszZSaC/liX7NefquNqYjiYiIG6qW+4xIzVNc6mTckhQK7aV0jq7PlDtbmY4kIiI1nMqIXGbG6oPszMgj0M+L2SPj8fbUr4iIiFQtvdNImbUHc5i/4SgAL98fR2SDuoYTiYhIbaAyIgBk51/kN+/tBGB0QhMGxTY2nEhERGoLlRHB4bSY9G4KZ4uKaRceyLQhbU1HEhGRWkRlRJjz+RG2HD1LXR9P5jwcj5+3p+lIIiJSi6iM1HJbjp5h1n8PAfDij9rTLLSe4UQiIlLbqIzUYmeLipm4NAWnBSM6R/Kj+GuvMyQiIlIVVEZqKcuymPrvnZwqsNMs1J8/Do81HUlERGoplZFaasGmY3x+IAcfLw/mPtwZf98KrZkoIiJSaVRGaqGdGXn8edUBAJ4Z2o624brFvoiImKMyUssUXCxh3JIdlDgsBrdvzCM9ok1HEhGRWk5lpBaxLItpH+wm4+wFIhvU4aURHbHZbKZjiYhILacyUoss+SqDFbuy8PKw8beR8QTV8TYdSURERGWktjiQXcBzH+8F4MlBrYmPbmA4kYiIyCUqI7XA+eJSxi1OwV7qpF/rUH7Rp5npSCIiImVURmqB/1u+lyM552gU4Msr98fh4aFxIiIi4jpURmq4ZamZvJd8ApsNZj7UiZB6vqYjiYiIXEZlpAY7llvE9A92AzD+jpb0bN7QcCIREZEfUhmpoeylDsYv2UFRsYPuMcFMuKOF6UgiIiJXpDJSQyV+eoA9mQU0qOvN7Ifi8fLU/2oREXFNeoeqgdbsO8XbXx4H4JUH4mgc5Gc2kIiIyDWojNQwJ/Mu8OT7OwH4ee8Y7mgTZjiRiIjItamM1CClDicTlqSQd76EuMggnrqrjelIIiIi16UyUoPM/M9hktO+IcDXi7+N7IyPl/73ioiI69O7VQ2x6XAuc9cdASBxRAeiQ+oaTiQiIlI+KiM1wOlCO5PeTcWyYGT3aIZ2jDAdSUREpNxURtyc02kx5b1Ucs/ZaRVWj2eHtjMdSUREpEJURtzcaxu+ZuPhXPy8PZj7cGfq+HiajiQiIlIhKiNubHvaWV5ZfQiA5+6JpWVYgOFEIiIiFacy4qbyzhczYUkqDqfFPXERPNA1ynQkERGRG6Iy4oYsy+Kp93eRmXeBJiF1efFH7bHZbKZjiYiI3BCVETe0cHMaq/edwtvTxpyRnQnw8zYdSURE5IapjLiZPZn5vLhiPwDTBrelQ2SQ4UQiIiI3R2XEjZyzlzJ+SQrFDicD2obxeK+mpiOJiIjcNJURN2FZFs98tIdjuUWEB/nx8o87apyIiIjUCCojbuL97Sf4MCUTTw8bs0fG08Dfx3QkERGRSqEy4gaO5BTy7LK9AEwe0JJuTYMNJxIREak8KiMu7mKJg3GLU7hQ4qBXixCe6NfCdCQREZFKpTLi4l5YsY8D2YU0rOfDqw92wtND40RERKRmqXAZ2bBhA8OGDSMiIgKbzcZHH310zePXrVuHzWb7wXbgwIEbzVxrrNydxaIt6QD89YFONArwM5xIRESk8nlV9ISioiLi4uJ4/PHHGTFiRLnPO3jwIIGBgWWPQ0NDK/rUtUrG2fM8lbQLgCf6NadvK71eIiJSM1W4jAwePJjBgwdX+IkaNWpE/fr1K3xebVTicDJ+SQqFF0vpHF2fKXe2Mh1JRESkylTbmJH4+HjCw8Pp378/a9eura6ndUszPjtIakYegX5ezB4Zj7enhvaIiEjNVeErIxUVHh7O/Pnz6dKlC3a7nX/961/079+fdevW0bdv3yueY7fbsdvtZY8LCgqqOqbLWHswh9c3HAXg5fvjiGxQ13AiERGRqlXlZaR169a0bt267HFCQgIZGRnMmDHjqmUkMTGR5557rqqjuZxTBRf5zXs7ARid0IRBsY0NJxIREal6Rq7/33rrrRw+fPiqX582bRr5+fllW0ZGRjWmM8PhtJi0NJWzRcW0Cw9k2pC2piOJiIhUiyq/MnIlKSkphIeHX/Xrvr6++Pr6VmMi8+Z8foTNR89Q18eTOQ/H4+ftaTqSiIhItahwGTl37hxHjhwpe3zs2DFSU1MJDg4mOjqaadOmkZmZycKFCwGYOXMmTZs2JTY2luLiYhYtWkRSUhJJSUmV91O4uS1HzzDrv4cAeOHe9jQLrWc4kYiISPWpcBlJTk7m9ttvL3s8ZcoUAEaPHs3bb79NVlYW6enpZV8vLi5m6tSpZGZmUqdOHWJjY1mxYgVDhgyphPju72xRMROXpuC0YETnSO7rHGk6koiISLWyWZZlmQ5xPQUFBQQFBZGfn3/ZjdPcnWVZ/OyfyXx+IIdmof58PK43/r5GPjkTERGpdOV9/9YNLAxasOkYnx/IwcfLg7kPd1YRERGRWkllxJCdGXn8edWl9XmeGdqOtuE154qPiIhIRaiMGFBwsYRxS3ZQ4rAY3L4xj/SINh1JRETEGJWRamZZFtM+2E3G2QtENqjDSyM6YrPZTMcSERExRmWkmi35KoMVu7Lw8rDxt5HxBNXxNh1JRETEKJWRanQgu4DnPt4LwJODWhMf3cBwIhEREfNURqrJ+eJSxi1OwV7qpF/rUH7Rp5npSCIiIi5BZaSaPLd8H0dyztEowJdX7o/Dw0PjREREREBlpFosS83k3eQMbDaY+VAnQurVrnV3RERErkVlpIodzy1i+ge7ARh/R0t6Nm9oOJGIiIhrURmpQvZSB+OW7KCo2EH3mGAm3NHCdCQRERGXozJShV5aeYA9mQU0qOvN7Ifi8fLUyy0iIvJ9enesImv2neKtL44D8MoDcTQO8jMbSERExEWpjFSBk3kXePL9nQD8vHcMd7QJM5xIRETEdamMVLJSh5MJS1LIO19CXGQQT93VxnQkERERl6YyUslm/ucwyWnfEODrxd9GdsbHSy+xiIjIteidshJtOpzL3HVHAPjTfR2IDqlrOJGIiIjrUxmpJKcL7Ux6NxXLgpHdoxgWF2E6koiIiFtQGakETqfFlPdSyT1np1VYPZ4dGms6koiIiNtQGakEr234mo2Hc/Hz9mDuw52p4+NpOpKIiIjbUBm5SdvTzvLK6kMAPHdPLC3DAgwnEhERcS8qIzch73wxE5ak4nBa3BMXwQNdo0xHEhERcTsqIzfIsiyeen8XmXkXaBJSlxd/1B6bzWY6loiIiNtRGblBCzensXrfKbw9bcwZ2ZkAP2/TkURERNySysgN2HsynxdX7Adg2uC2dIgMMpxIRETEfamMVFCRvZTxi1ModjgZ0DaMx3s1NR1JRETEramMVNAzH+3haG4R4UF+vPzjjhonIiIicpNURirg/e0n+CAlE08PG7NHxtPA38d0JBEREbenMlJOR3LO8cxHewCYPKAl3ZoGG04kIiJSM6iMlMPFEgfjFu/gQomDXi1CeKJfC9ORREREagyVkXJ4YcU+DmQX0rCeD68+2AlPD40TERERqSwqI9excncWi7akA/DXBzrRKMDPcCIREZGaRWXkGjLOnueppF0APNGvOX1bhRpOJCIiUvOojFxFicPJ+CUpFF4spXN0fabc2cp0JBERkRpJZeQqZnx2kNSMPAL9vJg9Mh5vT71UIiIiVUHvsFew9mAOr284CsDL98cR2aCu4UQiIiI1l8rI95wquMhv3tsJwOiEJgyKbWw4kYiISM2mMvI/HE6LSUtTOVtUTLvwQKYNaWs6koiISI2nMvI/5nx+hM1Hz1DXx5M5D8fj5+1pOpKIiEiNpzLyrS1HzzDrv4cAeOHe9jQLrWc4kYiISO1Q4TKyYcMGhg0bRkREBDabjY8++ui656xfv54uXbrg5+dHs2bNeO21124ka5U5W1TMxKUpOC0Y0TmS+zpHmo4kIiJSa1S4jBQVFREXF8ecOXPKdfyxY8cYMmQIffr0ISUlhenTpzNhwgSSkpIqHLYqWJbF1H/v5FSBnWah/vxxeKzpSCIiIrWKV0VPGDx4MIMHDy738a+99hrR0dHMnDkTgLZt25KcnMyMGTMYMWJERZ++0i3YdIzPD+Tg4+XB3Ic74+9b4ZdEREREbkKVjxnZvHkzAwcOvGzfoEGDSE5OpqSk5Irn2O12CgoKLtuqwq4Tefx51QEAnhnajrbhgVXyPCIiInJ1VV5GsrOzCQsLu2xfWFgYpaWl5ObmXvGcxMREgoKCyraoqKhKz+V0Wjz1/i5KHBaD2zfmkR7Rlf4cIiIicn3VMpvGZrNd9tiyrCvu/860adPIz88v2zIyMio9k4eHjTkPxzOgbSNeGtHxqllERESkalX5AInGjRuTnZ192b6cnBy8vLwICQm54jm+vr74+vpWdTRaNArgH6O7VfnziIiIyNVV+ZWRhIQE1qxZc9m+1atX07VrV7y9vav66UVERMTFVbiMnDt3jtTUVFJTU4FLU3dTU1NJT08HLn3E8thjj5UdP2bMGNLS0pgyZQr79+/nzTffZMGCBUydOrVyfgIRERFxaxX+mCY5OZnbb7+97PGUKVMAGD16NG+//TZZWVllxQQgJiaGTz/9lMmTJzN37lwiIiKYPXu2S0zrFREREfNs1nejSV1YQUEBQUFB5OfnExio6bciIiLuoLzv31qbRkRERIxSGRERERGjVEZERETEKJURERERMUplRERERIxSGRERERGjVEZERETEKJURERERMUplRERERIyq8lV7K8N3N4ktKCgwnERERETK67v37evd7N0tykhhYSEAUVFRhpOIiIhIRRUWFhIUFHTVr7vF2jROp5OTJ08SEBCAzWartO9bUFBAVFQUGRkZWvOmHPR6lZ9eq/LTa1V+eq3KT69V+VXla2VZFoWFhURERODhcfWRIW5xZcTDw4PIyMgq+/6BgYH6Za0AvV7lp9eq/PRalZ9eq/LTa1V+VfVaXeuKyHc0gFVERESMUhkRERERo2p1GfH19eUPf/gDvr6+pqO4Bb1e5afXqvz0WpWfXqvy02tVfq7wWrnFAFYRERGpuWr1lRERERExT2VEREREjFIZEREREaNURkRERMSoWl1G/v73vxMTE4Ofnx9dunRh48aNpiO5pA0bNjBs2DAiIiKw2Wx89NFHpiO5pMTERLp160ZAQACNGjXi3nvv5eDBg6ZjuaR58+bRsWPHspssJSQksHLlStOx3EJiYiI2m41JkyaZjuKS/u///g+bzXbZ1rhxY9OxXFZmZiaPPPIIISEh1K1bl06dOrF9+/Zqz1Fry8i7777LpEmT+N3vfkdKSgp9+vRh8ODBpKenm47mcoqKioiLi2POnDmmo7i09evXM3bsWLZs2cKaNWsoLS1l4MCBFBUVmY7mciIjI3nppZdITk4mOTmZO+64g+HDh7N3717T0Vzatm3bmD9/Ph07djQdxaXFxsaSlZVVtu3evdt0JJf0zTff0KtXL7y9vVm5ciX79u3jlVdeoX79+tUfxqqlunfvbo0ZM+ayfW3atLF++9vfGkrkHgDrww8/NB3DLeTk5FiAtX79etNR3EKDBg2sf/zjH6ZjuKzCwkKrZcuW1po1a6zbbrvNmjhxoulILukPf/iDFRcXZzqGW3j66aet3r17m45hWZZl1corI8XFxWzfvp2BAwdetn/gwIF8+eWXhlJJTZOfnw9AcHCw4SSuzeFwsHTpUoqKikhISDAdx2WNHTuWu+++mwEDBpiO4vIOHz5MREQEMTExPPTQQxw9etR0JJe0fPlyunbtyv3330+jRo2Ij4/njTfeMJKlVpaR3NxcHA4HYWFhl+0PCwsjOzvbUCqpSSzLYsqUKfTu3Zv27dubjuOSdu/eTb169fD19WXMmDF8+OGHtGvXznQsl7R06VJ27NhBYmKi6Sgur0ePHixcuJDPPvuMN954g+zsbHr27MmZM2dMR3M5R48eZd68ebRs2ZLPPvuMMWPGMGHCBBYuXFjtWdxi1d6qYrPZLntsWdYP9onciHHjxrFr1y42bdpkOorLat26NampqeTl5ZGUlMTo0aNZv369Csn3ZGRkMHHiRFavXo2fn5/pOC5v8ODBZf/doUMHEhISaN68Of/85z+ZMmWKwWSux+l00rVrV/70pz8BEB8fz969e5k3bx6PPfZYtWaplVdGGjZsiKen5w+uguTk5PzgaolIRY0fP57ly5ezdu1aIiMjTcdxWT4+PrRo0YKuXbuSmJhIXFwcs2bNMh3L5Wzfvp2cnBy6dOmCl5cXXl5erF+/ntmzZ+Pl5YXD4TAd0aX5+/vToUMHDh8+bDqKywkPD/9B+W/btq2RiRy1soz4+PjQpUsX1qxZc9n+NWvW0LNnT0OpxN1ZlsW4ceP44IMP+Pzzz4mJiTEdya1YloXdbjcdw+X079+f3bt3k5qaWrZ17dqVUaNGkZqaiqenp+mILs1ut7N//37Cw8NNR3E5vXr1+sHtBw4dOkSTJk2qPUut/ZhmypQpPProo3Tt2pWEhATmz59Peno6Y8aMMR3N5Zw7d44jR46UPT527BipqakEBwcTHR1tMJlrGTt2LIsXL2bZsmUEBASUXXkLCgqiTp06htO5lunTpzN48GCioqIoLCxk6dKlrFu3jlWrVpmO5nICAgJ+MO7I39+fkJAQjUe6gqlTpzJs2DCio6PJycnhhRdeoKCggNGjR5uO5nImT55Mz549+dOf/sQDDzzAV199xfz585k/f371hzE7mcesuXPnWk2aNLF8fHyszp07awrmVaxdu9YCfrCNHj3adDSXcqXXCLDeeust09Fczk9/+tOyP3uhoaFW//79rdWrV5uO5TY0tffqHnzwQSs8PNzy9va2IiIirPvuu8/au3ev6Vgu6+OPP7bat29v+fr6Wm3atLHmz59vJIfNsiyr+iuQiIiIyCW1csyIiIiIuA6VERERETFKZURERESMUhkRERERo1RGRERExCiVERERETFKZURERESMUhkRERERo1RGRERExCiVERERETFKZURERESMUhkRERERo/4fuMbu7dLqlNMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1,2,3,3.5,4,4.3,3])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "931af3c1-ddfb-48ef-89e5-c433cf9a96aa",
   "metadata": {},
   "source": [
    "现在我们可以在同一个图表中切换网格。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4595572e-8129-4691-bfbb-aacf973a9f6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1,2,3,3.5,4,4.3,3])\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1817305a-ce21-4fa1-b3ad-4e2ae86af95b",
   "metadata": {},
   "source": [
    "然后关闭网格。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "af109932-3848-4621-a216-07b60cb1b695",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1,2,3,3.5,4,4.3,3])\n",
    "plt.grid()\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02d1396b-5e37-4dc0-bec2-7bffe4db709f",
   "metadata": {},
   "source": [
    "除了打开或关闭网格之外，我们还能进一步定制化网格的外观。我们可以只通过主刻度或者次刻度，或者同时通过两个刻度来操作网格。\n",
    "因此，函数参数which可以是'major'、'minor'或者'both'。与此类似，我们可以通过参数axis控制水平刻度和垂直刻度，参数值可以是'x'、'y'或者'both'。\n",
    "\n",
    "所有其他属性通过kwargs参数传入，这些参数和matplotlib.lines.Line2D实例可以接受的标准属性集合相同，\n",
    "比如color、linestyle和linewidth。这里有一个例子，代码如下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1dd2f089-c12f-4ed3-baf0-2a27f8fbd1cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1,2,3,3.5,4,4.3,3])\n",
    "plt.grid(color='g', linestyle='--', linewidth=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc3eb06c-8a6e-45d6-b257-d31ef80e6a0c",
   "metadata": {},
   "source": [
    "以上这些方式很有用，但是我们想要进行更多的定制化，就需要更深入地了解matplotlib，然后找到mpl_toolkits中的AxesGrid模块。\n",
    "这个模块能让我们以一种更加简单且可管理的方式创建坐标轴网格。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c010fe78-cff5-4c8a-a7c5-77ff774959b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.axes_grid1 import ImageGrid\n",
    "from matplotlib.cbook import get_sample_data\n",
    "\n",
    "def get_demo_image():\n",
    "    f = get_sample_data(\"axes_grid/bivariate_normal.npy\", asfileobj=False)\n",
    "    # z is a numpy array of 15x15\n",
    "    Z = np.load(f)\n",
    "    return Z, (-3, 4, -4, 3)\n",
    "\n",
    "def get_grid(fig=None, layout=None, nrows_ncols=None):\n",
    "    assert fig is not None\n",
    "    assert layout is not None\n",
    "    assert nrows_ncols is not None\n",
    "\n",
    "    grid = ImageGrid(fig, layout, nrows_ncols=nrows_ncols,\n",
    "                     axes_pad=0.05, label_mode=\"L\")\n",
    "    return grid\n",
    "\n",
    "def load_images_to_grid(grid, Z, *images):\n",
    "    min, max = Z.min(), Z.max()\n",
    "    for i, image in enumerate(images):\n",
    "        axes = grid[i]\n",
    "        axes.imshow(image, origin=\"lower\", vmin=min, vmax=max,\n",
    "                    interpolation=\"nearest\")\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    fig = plt.figure(1, (8, 6))\n",
    "    grid = get_grid(fig, 111, (1, 3))\n",
    "    Z, extent = get_demo_image()\n",
    "\n",
    "    # Slice image\n",
    "    image1 = Z\n",
    "    image2 = Z[:, :10]\n",
    "    image3 = Z[:, 10:]\n",
    "\n",
    "    load_images_to_grid(grid, Z, image1, image2, image3)\n",
    "    plt.draw()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fab5d7f-5893-40f8-9b91-96897d5a0514",
   "metadata": {},
   "source": [
    "## 创建等高线图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76b76b25-364c-45ee-abf4-2383cab26dbb",
   "metadata": {},
   "source": [
    "等高线图（contour plot）显示的是矩阵的等值线（isolines）。等值线是用数值相等的各点连成的曲线。\n",
    "数值通过一个带有两个参数的函数[5]获得。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0edc28d3-41ae-4102-b192-5c04f41f89a9",
   "metadata": {},
   "source": [
    "在下面的代码示例中，我们将进行以下操作。\n",
    "1. 实现一个方法来模拟信号处理器。\n",
    "2. 生成一些线性信号数据。\n",
    "3. 把数据转换到合适的矩阵中供矩阵操作使用。\n",
    "4. 绘制等高线。\n",
    "6. 显示图形。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "085be8fb-0e05-4a06-98c8-3810e1cf2d18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def process_signals(x, y):\n",
    "    return (1 - (x ** 2 + y ** 2)) * np.exp(-y ** 3 / 3)\n",
    "\n",
    "x = np.arange(-1.5, 1.5, 0.1)\n",
    "y = np.arange(-1.5, 1.5, 0.1)\n",
    "\n",
    "# Make grids of points\n",
    "X, Y = np.meshgrid(x, y)\n",
    "\n",
    "Z = process_signals(X, Y)\n",
    "\n",
    "# Number of isolines\n",
    "N = np.arange(-1, 1.5, 0.3)\n",
    "\n",
    "# adding the Contour lines with labels\n",
    "CS = plt.contour(Z, N, linewidths=2, cmap=mpl.cm.jet)\n",
    "plt.clabel(CS, inline=True, fmt='%1.1f', fontsize=10)\n",
    "plt.colorbar(CS)\n",
    "\n",
    "plt.title('My function: $z=(1-x^2+y^2) e^{-(y^3)/3}$')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c84400f-8086-49af-ba89-7c8fc1ed0b02",
   "metadata": {},
   "source": [
    "## 填充图表底层区域"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a35caeb-e941-4912-ac97-8ab9035d7935",
   "metadata": {},
   "source": [
    "本节从一个简单的例子开始——填充一个简单函数下面的区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "740c7454-370c-4c36-81bd-359b2edde3de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from math import sqrt\n",
    "\n",
    "t = range(1000)\n",
    "y = [sqrt(i) for i in t]\n",
    "plt.plot(t, y, color='red', lw=2)\n",
    "\n",
    "plt.fill_between(t, y, color='silver')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e096bef-1e1a-4b5d-ab38-a62994476eb8",
   "metadata": {},
   "source": [
    "在这里，我们将演示另外一个技巧。它将为fill函数引入更多的条件，示例代码如下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1885d52d-bcc5-44f2-981a-53afe2ea9a71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.arange(0.0, 2, 0.01)\n",
    "y1 = np.sin(np.pi*x)\n",
    "y2 = 1.7*np.sin(4*np.pi*x)\n",
    "\n",
    "fig = plt.figure()\n",
    "axes1 = fig.add_subplot(211)\n",
    "axes1.plot(x, y1, x, y2, color='grey')\n",
    "axes1.fill_between(x, y1, y2, where=y2<=y1, facecolor='blue',\n",
    "                   interpolate=True)\n",
    "axes1.fill_between(x, y1, y2, where=y2>=y1, facecolor='gold',\n",
    "                   interpolate=True)\n",
    "axes1.set_title('Blue where y2 <= y1. Gold-color where y2 >= y1.')\n",
    "axes1.set_ylim(-2,2)\n",
    "\n",
    "# Mask values in y2 with value greater than 1.0\n",
    "y2 = np.ma.masked_greater(y2, 1.0)\n",
    "axes2 = fig.add_subplot(212, sharex=axes1)\n",
    "axes2.plot(x, y1, x, y2, color='black')\n",
    "axes2.fill_between(x, y1, y2, where=y2<=y1, facecolor='blue', interpolate=True)\n",
    "axes2.fill_between(x, y1, y2, where=y2>=y1, facecolor='gold', interpolate=True)\n",
    "axes2.set_title('Same as above, but mask')\n",
    "axes2.set_ylim(-2,2)\n",
    "axes2.grid('on')\n",
    "\n",
    "plt.show()                  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77c8d24f-5796-4f53-9ab9-c3645bf24200",
   "metadata": {},
   "source": [
    "## 绘制极线图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b571b19-bbe8-429f-bf26-380b48235fd0",
   "metadata": {},
   "source": [
    "为了在极坐标下显示数据，我们必须有合适的数据值。在极坐标系统中，点被描述为半径距离（通常表示为 $r$ ）和角度（通常表示为 $theta$）。\n",
    "角度可以用弧度或者角度表示，但是在matplotlib使用角度表示。\n",
    "\n",
    "和plot()函数十分相似的是，我们用polar()函数绘制极线图。\n",
    "polar()函数接收两个相同长度的参数数组theta和r，它们分别用于角度数组和半径数组。\n",
    "函数也接收其他和plot()函数相同的格式化参数。\n",
    "\n",
    "我们需要告诉matplotlib坐标轴要在极坐标系统中。这通过向add_axes或add_subplot提供polar=True参数来完成。\n",
    "\n",
    "此外，为了设置图表中的其他属性，如半径网格或者角度，我们需要使用matplotlib. pyplot.rgrids()来切换半径网格的显示或者设置标签。\n",
    "同样，需要使用matplotlib.pyplot.thetagrid()来配置角度刻度和标签。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab1c81ba-3d7c-4b4f-b7c8-914552d63497",
   "metadata": {},
   "source": [
    "本节将演示如何绘制极线条，代码如下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5e668fa8-3e39-4b1a-bbcf-2fbcd475be7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "figsize = 7\n",
    "colormap = lambda r: cm.Set2(r / 20.)\n",
    "N = 18 # number of bars\n",
    "\n",
    "fig = plt.figure(figsize=(figsize,figsize))\n",
    "ax = fig.add_axes([0.2, 0.2, 0.7, 0.7], polar=True)\n",
    "\n",
    "theta = np.arange(0.0, 2 * np.pi, 2 * np.pi/N)\n",
    "radii = 20 * np.random.rand(N)\n",
    "width = np.pi / 4 * np.random.rand(N)\n",
    "bars = ax.bar(theta, radii, width=width, bottom=0.0)\n",
    "\n",
    "for r, bar in zip(radii, bars):\n",
    "    bar.set_facecolor(colormap(r))\n",
    "    bar.set_alpha(0.6)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
